🌐 Frontend & Web

I Lost $15K to Ad Bots — And Built the Fix Ad Giants Won't Touch

You're flushing cash down the drain if bots eat 40% of your ad spend. This guy's $15K nightmare birthed a brutal bot-killer that actually works.

Graph showing bot traffic wasting ad budget with detection overlay saving money

⚡ Key Takeaways

  • 40% bot traffic can torch $15K+ in ad spend fast
  • Three-layer system (IP, fingerprints, behavior) delivers 97% detection
  • ROAS triples, saves $6K/month — platforms won't fix it for you
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Originally reported by dev.to

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